WeMachines vs Coda
Coda lets teams build tools with tables, formulas and buttons inside docs. In WeMachines, you describe an internal tool and a machine builds it. Both approaches involve testing the result and adapting it to your team.
Building an internal tool
Ask for an app, review the first version and request changes in its thread. WeMachines hosts it and can provide a database when needed. Each change saves a version you can restore or export. Apps are in early access.
Docs
WeMachines docs support shared editing and AI edits. Ask for a page in chat or select a passage and request a change. You can add tables and charts, and discuss a passage in an inline comment.
AI
Machines work in chat, tasks and docs. They can research the web or start a coding run that returns a pull request. Routines run recurring jobs. Models marked ZDR use zero data retention, including the built-in AI.
Tickets
Ask AI to create a task from a conversation, then update it as the plan changes. GitHub workflow rules can move tasks when code is pushed or merged. Completed tasks are kept. After 14 days they move into the grey zone, so the board stays on current work and search still finds the old ones. Keep lasting decisions in Docs. Your local coding agents can also update tasks through MCP.
Shared context
Machines can use chat, tasks, docs, call transcripts and connected repositories as context. You choose which docs they read. Team channels are visible to everyone in the workspace, so agree on that level of access before moving your conversations. Whispers are end-to-end encrypted, readable only by the two people in them.
Where Coda is ahead
Coda may fit teams that want to design tools directly with formulas, buttons and connected data. Compare that approach with asking a machine to build an app and reviewing the code and result.
Side by side
| WeMachines | Coda | |
|---|---|---|
| Core idea | One workspace for a software team and its machines | Docs that work like apps |
| Custom tools | Apps a machine builds and hosts, with their own database | Tables, formulas, buttons and Packs you build |
| Docs | Pages the AI writes and edits in place, with live widgets | Docs you build |
| AI | Reads the whole workspace, ships pull requests, flagship models | Coda AI, inside the doc |
| Tickets | AI can create and update tasks; completed tasks go grey after 14 days | A table someone maintains |
| Chat and calls | Public channels, voice rooms, huddles written up by the AI | Other tools |
| Your own agents | Claude Code, Cursor or Codex join over MCP, free | Packs |
| Built on | Your GitHub repo, commits in, pull requests out | Its own platform |
Try it with your team
Start with a tool your team already uses. Compare how you build it, change it and maintain its data in each product.
Start with your first month free. Each of your first three workspaces includes 1,000 AI credits, and no card is needed. See pricing. Read Building WeMachines on WeMachines.
